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Spike mutation tracker

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Sequence analysis »
Visualization »

Table of Contents
  1. About The Project
  2. Getting Started
  3. Sequence analysis
  4. visualization

About The Project

This repository contains scripts used to analyze and visualize mutations in the SARS-CoV-2 spike gene.

Current efforts involve detection of evolutionarily convergent SARS-CoV-2 spike mutations, mutations that enable mAb and antiviral resistance, and mutations that increase transmissibility of the disease.

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Getting Started

Scripts are compatable with Python 3.7 - Python 3.11, Pandas 1.5.1+, Biopython 1.79+, Streamlit 1.18.0+.

  • Anaconda distribution package recommended for conda installations.
  • Pip installation requires pip 19.3+.

Prerequisites

  • Python
  • Pandas
  • Biopython
  • Streamlit
  • Plotly

Installation

Pandas

conda install pandas
pip install pandas

Biopython

conda install -c conda-forge biopython
pip install biopython

Streamlit

conda install -c conda-forge streamlit
pip install streamlit

Plotly

conda install -c plotly plotly_express
pip install plotly_express

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Sequence Analysis

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Visualization

Data visualization was performed on the sequence analysis output for SARS-CoV-2 sequences submitted to GISAID for the state of Arizona within the last 90 days. Visualization was performed using the python library plotly express and presented in a dashboard using the python library streamlit.

Local directory structure should emulate the format in the visualization folder for this repository.

  • The main streamlit script should be in the parent directory while dashboard pages, and data should reside in their respective sub-directories.
  • For more information on how to execute the script, visit this streamlit help page.

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Roadmap

  • Continued development of analysis and visualization script.

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